{
 "cells": [
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "# Riskfolio-Lib Tutorial: \n",
    "<br>__[Financionerioncios](https://financioneroncios.wordpress.com)__\n",
    "<br>__[Orenji](https://www.orenj-i.net)__\n",
    "<br>__[Riskfolio-Lib](https://riskfolio-lib.readthedocs.io/en/latest/)__\n",
    "<br>__[Dany Cajas](https://www.linkedin.com/in/dany-cajas/)__\n",
    "<a href='https://ko-fi.com/B0B833SXD' target='_blank'><img height='36' style='border:0px;height:36px;' src='https://cdn.ko-fi.com/cdn/kofi1.png?v=2' border='0' alt='Buy Me a Coffee at ko-fi.com' /></a> \n",
    "\n",
    "## Tutorial 29: Hierarchical Risk Parity (HRP) Portfolio Optimization with Constraints\n",
    "\n",
    "## 1. Downloading the data:"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "[*********************100%***********************]  25 of 25 completed\n"
     ]
    }
   ],
   "source": [
    "import numpy as np\n",
    "import pandas as pd\n",
    "import yfinance as yf\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings(\"ignore\")\n",
    "pd.options.display.float_format = '{:.4%}'.format\n",
    "\n",
    "# Date range\n",
    "start = '2016-01-01'\n",
    "end = '2019-12-30'\n",
    "\n",
    "# Tickers of assets\n",
    "assets = ['JCI', 'TGT', 'CMCSA', 'CPB', 'MO', 'APA', 'MMC', 'JPM',\n",
    "          'ZION', 'PSA', 'BAX', 'BMY', 'LUV', 'PCAR', 'TXT', 'TMO',\n",
    "          'DE', 'MSFT', 'HPQ', 'SEE', 'VZ', 'CNP', 'NI', 'T', 'BA']\n",
    "assets.sort()\n",
    "\n",
    "# Downloading data\n",
    "data = yf.download(assets, start = start, end = end)\n",
    "data = data.loc[:,('Adj Close', slice(None))]\n",
    "data.columns = assets"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Date</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>2016-01-05 00:00:00+00:00</th>\n",
       "      <td>-2.0257%</td>\n",
       "      <td>0.4057%</td>\n",
       "      <td>0.4036%</td>\n",
       "      <td>1.9693%</td>\n",
       "      <td>0.0180%</td>\n",
       "      <td>0.9305%</td>\n",
       "      <td>0.3678%</td>\n",
       "      <td>0.5783%</td>\n",
       "      <td>0.9483%</td>\n",
       "      <td>-1.1953%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.5881%</td>\n",
       "      <td>0.0212%</td>\n",
       "      <td>2.8236%</td>\n",
       "      <td>0.9758%</td>\n",
       "      <td>0.6987%</td>\n",
       "      <td>1.7539%</td>\n",
       "      <td>-0.1730%</td>\n",
       "      <td>0.2410%</td>\n",
       "      <td>1.3734%</td>\n",
       "      <td>-1.0857%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-06 00:00:00+00:00</th>\n",
       "      <td>-11.4863%</td>\n",
       "      <td>-1.5879%</td>\n",
       "      <td>0.2412%</td>\n",
       "      <td>-1.7557%</td>\n",
       "      <td>-0.7727%</td>\n",
       "      <td>-1.2473%</td>\n",
       "      <td>-0.1736%</td>\n",
       "      <td>-1.1239%</td>\n",
       "      <td>-3.5867%</td>\n",
       "      <td>-0.9551%</td>\n",
       "      <td>...</td>\n",
       "      <td>0.5547%</td>\n",
       "      <td>0.0212%</td>\n",
       "      <td>0.1592%</td>\n",
       "      <td>-1.5647%</td>\n",
       "      <td>0.3107%</td>\n",
       "      <td>-1.0155%</td>\n",
       "      <td>-0.7653%</td>\n",
       "      <td>-3.0048%</td>\n",
       "      <td>-0.9035%</td>\n",
       "      <td>-2.9145%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-07 00:00:00+00:00</th>\n",
       "      <td>-5.1388%</td>\n",
       "      <td>-4.1922%</td>\n",
       "      <td>-1.6573%</td>\n",
       "      <td>-2.7699%</td>\n",
       "      <td>-1.1047%</td>\n",
       "      <td>-1.9769%</td>\n",
       "      <td>-1.2207%</td>\n",
       "      <td>-0.8855%</td>\n",
       "      <td>-4.6059%</td>\n",
       "      <td>-2.5394%</td>\n",
       "      <td>...</td>\n",
       "      <td>-2.2066%</td>\n",
       "      <td>-3.0309%</td>\n",
       "      <td>-1.0411%</td>\n",
       "      <td>-3.1556%</td>\n",
       "      <td>-1.6148%</td>\n",
       "      <td>-0.2699%</td>\n",
       "      <td>-2.2845%</td>\n",
       "      <td>-2.0570%</td>\n",
       "      <td>-0.5492%</td>\n",
       "      <td>-3.0019%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-08 00:00:00+00:00</th>\n",
       "      <td>0.2736%</td>\n",
       "      <td>-2.2705%</td>\n",
       "      <td>-1.6037%</td>\n",
       "      <td>-2.5425%</td>\n",
       "      <td>0.1099%</td>\n",
       "      <td>-0.2241%</td>\n",
       "      <td>0.5707%</td>\n",
       "      <td>-1.6402%</td>\n",
       "      <td>-1.7641%</td>\n",
       "      <td>-0.1649%</td>\n",
       "      <td>...</td>\n",
       "      <td>-0.1539%</td>\n",
       "      <td>-1.1366%</td>\n",
       "      <td>-0.7308%</td>\n",
       "      <td>-0.1448%</td>\n",
       "      <td>0.0895%</td>\n",
       "      <td>-3.3839%</td>\n",
       "      <td>-0.1117%</td>\n",
       "      <td>-1.1387%</td>\n",
       "      <td>-0.9719%</td>\n",
       "      <td>-1.1254%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2016-01-11 00:00:00+00:00</th>\n",
       "      <td>-4.3383%</td>\n",
       "      <td>0.1692%</td>\n",
       "      <td>-1.6851%</td>\n",
       "      <td>-1.0215%</td>\n",
       "      <td>0.0915%</td>\n",
       "      <td>-1.1791%</td>\n",
       "      <td>0.5674%</td>\n",
       "      <td>0.5288%</td>\n",
       "      <td>0.6616%</td>\n",
       "      <td>0.0330%</td>\n",
       "      <td>...</td>\n",
       "      <td>1.6435%</td>\n",
       "      <td>0.0000%</td>\n",
       "      <td>0.9870%</td>\n",
       "      <td>-0.1451%</td>\n",
       "      <td>1.2224%</td>\n",
       "      <td>1.4570%</td>\n",
       "      <td>0.5367%</td>\n",
       "      <td>-0.4607%</td>\n",
       "      <td>0.5799%</td>\n",
       "      <td>-1.9919%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                APA       BA      BAX      BMY    CMCSA  \\\n",
       "Date                                                                      \n",
       "2016-01-05 00:00:00+00:00  -2.0257%  0.4057%  0.4036%  1.9693%  0.0180%   \n",
       "2016-01-06 00:00:00+00:00 -11.4863% -1.5879%  0.2412% -1.7557% -0.7727%   \n",
       "2016-01-07 00:00:00+00:00  -5.1388% -4.1922% -1.6573% -2.7699% -1.1047%   \n",
       "2016-01-08 00:00:00+00:00   0.2736% -2.2705% -1.6037% -2.5425%  0.1099%   \n",
       "2016-01-11 00:00:00+00:00  -4.3383%  0.1692% -1.6851% -1.0215%  0.0915%   \n",
       "\n",
       "                               CNP      CPB       DE      HPQ      JCI  ...  \\\n",
       "Date                                                                    ...   \n",
       "2016-01-05 00:00:00+00:00  0.9305%  0.3678%  0.5783%  0.9483% -1.1953%  ...   \n",
       "2016-01-06 00:00:00+00:00 -1.2473% -0.1736% -1.1239% -3.5867% -0.9551%  ...   \n",
       "2016-01-07 00:00:00+00:00 -1.9769% -1.2207% -0.8855% -4.6059% -2.5394%  ...   \n",
       "2016-01-08 00:00:00+00:00 -0.2241%  0.5707% -1.6402% -1.7641% -0.1649%  ...   \n",
       "2016-01-11 00:00:00+00:00 -1.1791%  0.5674%  0.5288%  0.6616%  0.0330%  ...   \n",
       "\n",
       "                                NI     PCAR      PSA      SEE        T  \\\n",
       "Date                                                                     \n",
       "2016-01-05 00:00:00+00:00  1.5881%  0.0212%  2.8236%  0.9758%  0.6987%   \n",
       "2016-01-06 00:00:00+00:00  0.5547%  0.0212%  0.1592% -1.5647%  0.3107%   \n",
       "2016-01-07 00:00:00+00:00 -2.2066% -3.0309% -1.0411% -3.1556% -1.6148%   \n",
       "2016-01-08 00:00:00+00:00 -0.1539% -1.1366% -0.7308% -0.1448%  0.0895%   \n",
       "2016-01-11 00:00:00+00:00  1.6435%  0.0000%  0.9870% -0.1451%  1.2224%   \n",
       "\n",
       "                               TGT      TMO      TXT       VZ     ZION  \n",
       "Date                                                                    \n",
       "2016-01-05 00:00:00+00:00  1.7539% -0.1730%  0.2410%  1.3734% -1.0857%  \n",
       "2016-01-06 00:00:00+00:00 -1.0155% -0.7653% -3.0048% -0.9035% -2.9145%  \n",
       "2016-01-07 00:00:00+00:00 -0.2699% -2.2845% -2.0570% -0.5492% -3.0019%  \n",
       "2016-01-08 00:00:00+00:00 -3.3839% -0.1117% -1.1387% -0.9719% -1.1254%  \n",
       "2016-01-11 00:00:00+00:00  1.4570%  0.5367% -0.4607%  0.5799% -1.9919%  \n",
       "\n",
       "[5 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Calculating returns\n",
    "\n",
    "Y = data[assets].pct_change().dropna()\n",
    "\n",
    "display(Y.head())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1200x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "import riskfolio as rp\n",
    "\n",
    "# Plotting Assets Clusters\n",
    "\n",
    "ax = rp.plot_dendrogram(returns=Y,\n",
    "                        codependence='pearson',\n",
    "                        linkage='single',\n",
    "                        k=None,\n",
    "                        max_k=10,\n",
    "                        leaf_order=True,\n",
    "                        ax=None)"
   ]
  },
  {
   "attachments": {},
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The dendrogram above suggest that optimal number of clusters are four. However HRP portfolios don't use a number of clusters as input.\n",
    "\n",
    "## 2. Estimating HRP Portfolio\n",
    "\n",
    "This is the original model proposed by López de Prado (2016). Riskfolio-Lib expand this model to 32 risk measures.\n",
    "\n",
    "### 2.1 Calculating the HRP portfolio"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>1.4534%</td>\n",
       "      <td>2.3214%</td>\n",
       "      <td>4.3891%</td>\n",
       "      <td>3.2421%</td>\n",
       "      <td>4.4245%</td>\n",
       "      <td>5.2409%</td>\n",
       "      <td>3.3767%</td>\n",
       "      <td>2.3246%</td>\n",
       "      <td>2.1718%</td>\n",
       "      <td>5.4299%</td>\n",
       "      <td>...</td>\n",
       "      <td>5.0545%</td>\n",
       "      <td>1.8952%</td>\n",
       "      <td>6.0077%</td>\n",
       "      <td>3.7508%</td>\n",
       "      <td>5.8637%</td>\n",
       "      <td>3.1666%</td>\n",
       "      <td>5.2246%</td>\n",
       "      <td>3.0513%</td>\n",
       "      <td>9.2365%</td>\n",
       "      <td>2.2744%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA     BAX     BMY   CMCSA     CNP     CPB      DE  \\\n",
       "weights 1.4534% 2.3214% 4.3891% 3.2421% 4.4245% 5.2409% 3.3767% 2.3246%   \n",
       "\n",
       "            HPQ     JCI  ...      NI    PCAR     PSA     SEE       T     TGT  \\\n",
       "weights 2.1718% 5.4299%  ... 5.0545% 1.8952% 6.0077% 3.7508% 5.8637% 3.1666%   \n",
       "\n",
       "            TMO     TXT      VZ    ZION  \n",
       "weights 5.2246% 3.0513% 9.2365% 2.2744%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Building the portfolio object\n",
    "port = rp.HCPortfolio(returns=Y)\n",
    "\n",
    "# Estimate optimal portfolio:\n",
    "\n",
    "model = 'HRP' # Could be HRP or HERC\n",
    "codependence = 'pearson' # Correlation matrix used to group assets in clusters\n",
    "rm = 'MV' # Risk measure used, this time will be variance\n",
    "rf = 0 # Risk free rate\n",
    "linkage = 'single' # Linkage method used to build clusters\n",
    "max_k = 10 # Max number of clusters used in two difference gap statistic, only for HERC model\n",
    "leaf_order = True # Consider optimal order of leafs in dendrogram\n",
    "\n",
    "w = port.optimization(model=model,\n",
    "                      codependence=codependence,\n",
    "                      rm=rm,\n",
    "                      rf=rf,\n",
    "                      linkage=linkage,\n",
    "                      max_k=max_k,\n",
    "                      leaf_order=leaf_order)\n",
    "\n",
    "display(w.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.2 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio\n",
    "\n",
    "ax = rp.plot_pie(w=w,\n",
    "                 title='HRP Naive Risk Parity',\n",
    "                 others=0.05,\n",
    "                 nrow=25,\n",
    "                 cmap=\"tab20\",\n",
    "                 height=8,\n",
    "                 width=10,\n",
    "                 ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 2.3 Plotting Risk Contribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the risk contribution per asset\n",
    "\n",
    "mu = Y.mean()\n",
    "cov = Y.cov() # Covariance matrix\n",
    "returns = Y # Returns of the assets\n",
    "\n",
    "ax = rp.plot_risk_con(w=w,\n",
    "                      cov=cov,\n",
    "                      returns=returns,\n",
    "                      rm=rm,\n",
    "                      rf=0,\n",
    "                      alpha=0.05,\n",
    "                      color=\"tab:blue\",\n",
    "                      height=6,\n",
    "                      width=10,\n",
    "                      t_factor=252,\n",
    "                      ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "## 3. Estimating HRP Portfolio with Constraints\n",
    "\n",
    "This is a modification of HRP model proposed by Johann Pfitzinger & Nico Katzke (2019).\n",
    "\n",
    "### 3.1 Building the HRP portfolio constraints"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Disabled</th>\n",
       "      <th>Type</th>\n",
       "      <th>Set</th>\n",
       "      <th>Position</th>\n",
       "      <th>Sign</th>\n",
       "      <th>Weight</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>False</td>\n",
       "      <td>Assets</td>\n",
       "      <td></td>\n",
       "      <td>HPQ</td>\n",
       "      <td>&gt;=</td>\n",
       "      <td>1.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>False</td>\n",
       "      <td>Assets</td>\n",
       "      <td></td>\n",
       "      <td>PSA</td>\n",
       "      <td>&lt;=</td>\n",
       "      <td>5.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>False</td>\n",
       "      <td>All Assets</td>\n",
       "      <td></td>\n",
       "      <td></td>\n",
       "      <td>&lt;=</td>\n",
       "      <td>6.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>False</td>\n",
       "      <td>Each asset in a class</td>\n",
       "      <td>Industry</td>\n",
       "      <td>Financials</td>\n",
       "      <td>&lt;=</td>\n",
       "      <td>4.0000%</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>False</td>\n",
       "      <td>Each asset in a class</td>\n",
       "      <td>Industry</td>\n",
       "      <td>Information Technology</td>\n",
       "      <td>&lt;=</td>\n",
       "      <td>2.0000%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "   Disabled                   Type       Set                Position Sign  \\\n",
       "0     False                 Assets                               HPQ   >=   \n",
       "1     False                 Assets                               PSA   <=   \n",
       "2     False             All Assets                                     <=   \n",
       "3     False  Each asset in a class  Industry              Financials   <=   \n",
       "4     False  Each asset in a class  Industry  Information Technology   <=   \n",
       "\n",
       "   Weight  \n",
       "0 1.0000%  \n",
       "1 5.0000%  \n",
       "2 6.0000%  \n",
       "3 4.0000%  \n",
       "4 2.0000%  "
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "asset_classes = {'Assets': ['JCI','TGT','CMCSA','CPB','MO','APA','MMC','JPM',\n",
    "                            'ZION','PSA','BAX','BMY','LUV','PCAR','TXT','TMO',\n",
    "                            'DE','MSFT','HPQ','SEE','VZ','CNP','NI','T','BA'], \n",
    "                 'Industry': ['Consumer Discretionary','Consumer Discretionary',\n",
    "                              'Consumer Discretionary', 'Consumer Staples',\n",
    "                              'Consumer Staples','Energy','Financials',\n",
    "                              'Financials','Financials','Financials',\n",
    "                              'Health Care','Health Care','Industrials','Industrials',\n",
    "                              'Industrials','Health care','Industrials',\n",
    "                              'Information Technology','Information Technology',\n",
    "                              'Materials','Telecommunications Services','Utilities',\n",
    "                              'Utilities','Telecommunications Services','Financials']}\n",
    "\n",
    "asset_classes = pd.DataFrame(asset_classes)\n",
    "asset_classes = asset_classes.sort_values(by=['Assets'])\n",
    "\n",
    "constraints = {'Disabled': [False, False, False, False, False],\n",
    "               'Type': ['Assets', 'Assets', 'All Assets', \n",
    "                        'Each asset in a class', 'Each asset in a class'],\n",
    "               'Set': ['', '', '','Industry', 'Industry'],\n",
    "               'Position': ['HPQ', 'PSA', '', 'Financials', 'Information Technology'],\n",
    "               'Sign': ['>=', '<=', '<=', '<=', '<='],\n",
    "               'Weight': [0.01, 0.05, 0.06, 0.04, 0.02]}\n",
    "\n",
    "constraints = pd.DataFrame(constraints)\n",
    "\n",
    "display(constraints)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.2 Calculating the HRP portfolio with constraints"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>APA</th>\n",
       "      <th>BA</th>\n",
       "      <th>BAX</th>\n",
       "      <th>BMY</th>\n",
       "      <th>CMCSA</th>\n",
       "      <th>CNP</th>\n",
       "      <th>CPB</th>\n",
       "      <th>DE</th>\n",
       "      <th>HPQ</th>\n",
       "      <th>JCI</th>\n",
       "      <th>...</th>\n",
       "      <th>NI</th>\n",
       "      <th>PCAR</th>\n",
       "      <th>PSA</th>\n",
       "      <th>SEE</th>\n",
       "      <th>T</th>\n",
       "      <th>TGT</th>\n",
       "      <th>TMO</th>\n",
       "      <th>TXT</th>\n",
       "      <th>VZ</th>\n",
       "      <th>ZION</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>weights</th>\n",
       "      <td>1.6361%</td>\n",
       "      <td>2.6132%</td>\n",
       "      <td>4.9407%</td>\n",
       "      <td>3.6496%</td>\n",
       "      <td>4.9805%</td>\n",
       "      <td>5.8995%</td>\n",
       "      <td>3.8010%</td>\n",
       "      <td>2.6168%</td>\n",
       "      <td>2.0000%</td>\n",
       "      <td>6.0000%</td>\n",
       "      <td>...</td>\n",
       "      <td>5.6897%</td>\n",
       "      <td>2.1334%</td>\n",
       "      <td>4.0000%</td>\n",
       "      <td>4.2222%</td>\n",
       "      <td>6.0000%</td>\n",
       "      <td>3.5645%</td>\n",
       "      <td>5.8812%</td>\n",
       "      <td>3.4348%</td>\n",
       "      <td>6.0000%</td>\n",
       "      <td>2.5602%</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>1 rows × 25 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "            APA      BA     BAX     BMY   CMCSA     CNP     CPB      DE  \\\n",
       "weights 1.6361% 2.6132% 4.9407% 3.6496% 4.9805% 5.8995% 3.8010% 2.6168%   \n",
       "\n",
       "            HPQ     JCI  ...      NI    PCAR     PSA     SEE       T     TGT  \\\n",
       "weights 2.0000% 6.0000%  ... 5.6897% 2.1334% 4.0000% 4.2222% 6.0000% 3.5645%   \n",
       "\n",
       "            TMO     TXT      VZ    ZION  \n",
       "weights 5.8812% 3.4348% 6.0000% 2.5602%  \n",
       "\n",
       "[1 rows x 25 columns]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Estimate optimal portfolio with constraints:\n",
    "\n",
    "w_max, w_min = rp.hrp_constraints(constraints, asset_classes)\n",
    "\n",
    "port.w_max = w_max\n",
    "port.w_min = w_min\n",
    "\n",
    "w_1 = port.optimization(model=model,\n",
    "                        codependence=codependence,\n",
    "                        rm=rm,\n",
    "                        rf=rf,\n",
    "                        linkage=linkage,\n",
    "                        max_k=max_k,\n",
    "                        leaf_order=leaf_order)\n",
    "\n",
    "display(w_1.T)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.3 Plotting portfolio composition"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x800 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the composition of the portfolio with constraints\n",
    "\n",
    "ax = rp.plot_pie(w=w_1,\n",
    "                 title='HRP Naive Risk Parity',\n",
    "                 others=0.05,\n",
    "                 nrow=25,\n",
    "                 cmap=\"tab20\",\n",
    "                 height=8,\n",
    "                 width=10,\n",
    "                 ax=None)"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "### 3.4 Plotting Risk Contribution"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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",
      "text/plain": [
       "<Figure size 1000x600 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Plotting the risk contribution per asset\n",
    "\n",
    "mu = Y.mean()\n",
    "cov = Y.cov() # Covariance matrix\n",
    "returns = Y # Returns of the assets\n",
    "\n",
    "ax = rp.plot_risk_con(w=w_1,\n",
    "                      cov=cov,\n",
    "                      returns=returns,\n",
    "                      rm=rm,\n",
    "                      rf=0,\n",
    "                      alpha=0.05,\n",
    "                      color=\"tab:blue\",\n",
    "                      height=6,\n",
    "                      width=10,\n",
    "                      t_factor=252,\n",
    "                      ax=None)"
   ]
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3 (ipykernel)",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.11.7"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 4
}
